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MCP servers tagged qdrant
178 live MCP servers tagged "qdrant", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with qdrant.
Generative AI
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Archive Agent
Find your files with natural language and ask questions.
Claude Self Reflect
Claude forgets everything. This fixes that. 🔗 www.npmjs.com/package/claude-self-reflect
Mem0 MCP Selfhosted
Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.
Nexus Agent
Multi-provider LLM agent backend with RAG, Python toolpacks, SSE streaming and MCP server. Supports OpenAI, OpenRouter and Ollama with per-session routing, tool-calling loop and O…
AI Localbase
一个本地优先的AI知识库系统（RAG），用于把本地文档接入辅导搜索与大模型对话流程。目前支持md、txt、pdf（文本）、xlsx、cvs类型。支持mcp服务
Specrag
面向 PRD、业务规则、SOP、流程文档和产品截图的证据型 RAG 知识库。
PharosRAG
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
Vector Memory
vector memory MCP and CLI (qdrant + ollama)
Papergraph MCP
Turn local and arXiv LaTeX papers into queryable theorem-proof dependency graphs for AI agents via MCP.
1c AI Connector
ИИкона — AI-коннектор для 1С:Предприятие 8.3: LLM-провайдеры, агентская петля (function calling), RAG, MCP-сервер, мониторинг ошибок с ИИ-анализом, генератор диаграмм
N8n Nodes Qdrant
Official n8n node for interfacing with Qdrant
MUSUBI
Musubi (結び) — Ai Agent shared memory and thought layer. The braiding of threads between presences.
Engram Memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Search.elixpo
OreoLook — an open-source, OpenAI-compatible agentic web search and deep-research engine with streaming, MCP tools, Redis memory, Qdrant retrieval, and PDF exports.
Cyber AI Team
Self-hosted AI company OS for solo founders: autonomous agents, ERPNext business memory, and owner-visible governance.
Memory Cloud
Adaptive memory for AI agents & teams — beyond RAG. Self-hosted MCP server that gets smarter every time you search: hybrid search + a neural memory graph that learns. Works with C…
Hermes Fleet Memory
Zero-bloat distributed vector memory, hardware-enforced domain firewalls, and NAT-traversing execution mesh for multi-instance Hermes agent fleets.
Vectorsmith
Your vector database, as typed tools. Write a tools.yaml, then load_tools in Python or serve over MCP.
better-qdrant-server
MCP server for enhanced Qdrant vector database functionality
Kaimon.jl
MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search
Dragon Brain
Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Cl…
Synaptic Memory
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
Fastapi Langgraph Chatbot With Vector Store Memory MCP Tools And Voice Mode
A scalable AI chatbot platform built with FastAPI and LangGraph, featuring multi-agent orchestration, multi-tenant vector storage, cross-chat memory, and voice call capabilities t…
Multi Agent Memory
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Zengram
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Rasputin Memory
The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…
Engram Memory Community
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Daimon Memory
Shared, cross-tool memory and operating discipline for AI assistants. Deterministic recall, curated capture, one persona across Claude Code, Codex, and Hermes. Postgres + Qdrant,…
Local Agent Viewer
Your local long-term memory for AI agent interactions. Parse, classify, search, and visualize every interaction with Claude Code, Codex CLI, Claude Desktop, and ChatGPT.
AiduMEI
aiduMEI⚕爱嘟优忆思——aidu Memory Engine Insight · 智能体通用智慧引擎——Excellent memory system for all agents.
Bsl Platform Help Context
MCP-сервер: документация API платформы 1С, строгая типизация BSL, стандарты кода. Keyword, semantic и hybrid поиск для AI-ассистентов.
Citysense
CitySense is an open-source Python library that bridges geospatial urban data with large language model (LLM) toolchains.
AI Docs Vector DB Hybrid Scraper
Retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with FastAPI and MCP interfaces for AI engineers.
Kairos
MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats
Ownsearch
Text-first local document search MCP server backed by Gemini embeddings and Qdrant.
Gsd Qdrant Knowledge
CLI per setup automatico GSD + Qdrant in qualsiasi progetto Node.js
Bikky
Shared memory for AI coding sessions — MCP server + background daemon
Server Ragdocs
An MCP server for semantic documentation search and retrieval using vector databases to augment LLM capabilities.
Framework Compare
Spring AI vs LangChain4j vs SAA 三框架同台对比（配套篇2）
Kdrant
Coroutine-first Kotlin client for Qdrant, plus an MCP server for it that is a static binary instead of a Python runtime. Suspend APIs, a typed filter DSL, REST or opt-in gRPC behi…
CodeOracle
Self-hosted MCP server that searches your code and remembers why it's built that way — hybrid search, decision memory, citation-backed tools. Free-tier by default.
Zero Cost AI Scraper
🚀 Complete self-hosted AI web scraping stack with ZERO external API costs! Features local Ollama, Qdrant vector search, and MCP integration.
Rekall MCP
Persistent memory for AI assistants via MCP — semantic recall, knowledge graph, and a cockpit UI
Claude Kb
MCP server + knowledge base over Claude Code conversation history. Hybrid dense+sparse search via Qdrant.
Demeter
Assistant IA souverain multiplateforme intégrant Albert, les API compatibles OpenAI, le RAG avec Qdrant et les serveurs MCP.
Nexus Memory
Universal shared memory for AI agents — one brain for all your agents, 100% local & private. Works with Hermes, OpenClaw, Claude Code, Cursor. (Not the PyPI 'nexus-memory' package)
Atlas Agentic Rag
ATLAS: Agentic RAG as one coherent system — hybrid search + reranking + knowledge graph, tool-calling over MCP, multi-model routing, guardrails, and a real eval harness. Runs full…
DevdocAI
DevDocAI is a production-grade multi-agent AI system that automatically generates, maintains, and updates engineering documentation by deeply understanding you…DevDocAI is a produ…
Mnemosyne Hermes Second Brain Agent
A local-first personal AI second brain. Indexes your notes, photos, videos, and audio into a private, semantically searchable archive on your own hardware. No cloud, no telemetry.…